How to 2D-stabilize and enlarge canvas to preserve outside pixels?
Well... I found the answer and it's in fact quite simple.
Setting the rendering to a large resolution with scale 100%  is enough to do the job!

I used the nodes though, to connect Movie > Stabilize > Compositor.